{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6d20af9b",
   "metadata": {},
   "source": [
    "载入数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b6c0502f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Ariel Sharon' 'Colin Powell' 'Donald Rumsfeld' 'George W Bush'\n",
      " 'Gerhard Schroeder' 'Hugo Chavez' 'Junichiro Koizumi' 'Tony Blair']\n",
      "1348 62 47\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import fetch_lfw_people  # pyright: ignore[reportMissingImports]\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data_home = '/Users/somi/Downloads/机器学习ppt/03_dataset/item7'\n",
    "faces = fetch_lfw_people(min_faces_per_person=60, data_home=data_home)\n",
    "\n",
    "x,y = faces.data, faces.target\n",
    "target_names = faces.target_names\n",
    "n_samples, h, w = faces.images.shape  # 样本数量，图片尺寸\n",
    "\n",
    "print(target_names)  # 显示名人\n",
    "print(n_samples, h, w)  # 显示样本数量，图片尺寸"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f47fd79",
   "metadata": {},
   "source": [
    "进行数据降纬"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2da22d12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x500 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA  # pyright: ignore[reportMissingImports]\n",
    "\n",
    "# 降纬处理，将数据集纬度降低到150\n",
    "n_components = 150\n",
    "pca = PCA(n_components=n_components, svd_solver='randomized', whiten=True, random_state=70).fit(x)\n",
    "\n",
    "eigenfaces = pca.components_.reshape((n_components, h, w))  # 提取特殊值\n",
    "x_pca = pca.transform(x)\n",
    "\n",
    "# 以3行5列的形式显示降维后的照片\n",
    "fig, axes = plt.subplots(nrows=3, ncols=5, figsize=(3, 5))  # 创建3行5列的子图\n",
    "for i, axi in enumerate(axes.flat):  # 遍历所有子图\n",
    "    axi.imshow(eigenfaces[i].reshape(h, w), cmap='bone')\n",
    "    axi.set(xticks=[], yticks=[])\n",
    "plt.show()\n",
    "# 训练模型\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c350993",
   "metadata": {},
   "source": [
    "分割数据集，寻找最优值，输出评估报告"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9b0e8da3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数值为：{'C': 5, 'gamma': 0.001}\n",
      "最优模型的评估报告：\n",
      "                   precision    recall  f1-score   support\n",
      "\n",
      "     Ariel Sharon       0.64      0.82      0.72        17\n",
      "     Colin Powell       0.79      0.82      0.81        84\n",
      "  Donald Rumsfeld       0.79      0.74      0.76        35\n",
      "    George W Bush       0.81      0.88      0.84       145\n",
      "Gerhard Schroeder       0.88      0.79      0.83        28\n",
      "      Hugo Chavez       0.94      0.58      0.71        26\n",
      "Junichiro Koizumi       0.92      0.69      0.79        16\n",
      "       Tony Blair       0.80      0.76      0.78        49\n",
      "\n",
      "         accuracy                           0.81       400\n",
      "        macro avg       0.82      0.76      0.78       400\n",
      "     weighted avg       0.81      0.81      0.80       400\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC  # pyright: ignore[reportMissingImports]\n",
    "from sklearn.model_selection import GridSearchCV  # pyright: ignore[reportMissingImports]\n",
    "from sklearn.metrics import classification_report  # pyright: ignore[reportMissingImports]\n",
    "from sklearn.model_selection import train_test_split  # pyright: ignore[reportMissingImports]\n",
    "import numpy as np  \n",
    "\n",
    "# 拆分数据集\n",
    "x_train, x_test, y_train, y_test = train_test_split(x_pca, y, test_size=400, random_state=42)\n",
    "\n",
    "# 网格搜索最优值\n",
    "param_grid = {'C': [1, 5, 10, 50, 100], 'gamma': [0.0001, 0.0005, 0.001, 0.01]}\n",
    "grid = GridSearchCV(SVC(), param_grid=param_grid, cv=5)\n",
    "grid.fit(x_train, y_train)\n",
    "\n",
    "# 输出评估报告\n",
    "print('最优参数值为：%s' % grid.best_params_)  # 最优模型评估\n",
    "model = grid.best_estimator_                # 获取最优模型\n",
    "pred = model.predict(x_test)\n",
    "re = classification_report(y_test, pred, target_names=target_names)\n",
    "print('最优模型的评估报告：')\n",
    "print(re)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eed19f96",
   "metadata": {},
   "source": [
    "显示分类结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4956cabb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(4,6)\n",
    "\n",
    "for i, axi in enumerate(ax.flat):\n",
    "    axi.imshow(eigenfaces[i].reshape(h,w), cmap='bone')  # 绘制图\n",
    "    axi.set(xticks=[], yticks=[])\n",
    "    box = dict(fc = 'r', alpha = 0.4)\n",
    "    axi.set_ylabel(faces.target_names[y_test[i]].split()[-1], bbox=None if pred[i] == y_test[i] else box)\n",
    "\n",
    "# 显示预测姓名，预测正确显示为黑色文字，预测错误显示为黑色加白色边框文字\n",
    "plt.rcParams['font.sans-serif'] = ['Hiragino Sans GB']\n",
    "plt.suptitle('预测姓名（加边框表示预测错误）') \n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ml-course",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
